Machine Learning

Machine Learning–Derived Prenatal Predictive Risk Model to Guide Intervention and Prevent the Progression of Gestational Diabetes Mellitus to Type 2 Diabetes: Prediction Model Development Study

Mukkesh Kumar, Li Ting Ang, Cindy Ho, Shu E Soh, Kok Hian Tan, Jerry Kok Yen Chan, Keith M Godfrey, Shiao-Yng Chan, Yap Seng Chong, Johan G Eriksson, Mengling Feng, Neerja Karnani

JMIR Diabetes 2022 (Jul 05); 7(3):e32366

Download Citation: END BibTex RIS

The Role of Influential Actors in Fostering the Polarized COVID-19 Vaccine Discourse on Twitter: Mixed Methods of Machine Learning and Inductive Coding

Loni Hagen, Ashley Fox, Heather O'Leary, DeAndre Dyson, Kimberly Walker, Cecile A Lengacher, Raquel Hernandez

JMIR Infodemiology 2022 (Jun 30); 2(1):e34231

Download Citation: END BibTex RIS

Automatic International Classification of Diseases Coding System: Deep Contextualized Language Model With Rule-Based Approaches

Pei-Fu Chen, Kuan-Chih Chen, Wei-Chih Liao, Feipei Lai, Tai-Liang He, Sheng-Che Lin, Wei-Jen Chen, Chi-Yu Yang, Yu-Cheng Lin, I-Chang Tsai, Chi-Hao Chiu, Shu-Chih Chang, Fang-Ming Hung

JMIR Med Inform 2022 (Jun 29); 10(6):e37557

Download Citation: END BibTex RIS

Combating COVID-19 Using Generative Adversarial Networks and Artificial Intelligence for Medical Images: Scoping Review

Hazrat Ali, Zubair Shah

JMIR Med Inform 2022 (Jun 29); 10(6):e37365

Download Citation: END BibTex RIS

Pretrained Transformer Language Models Versus Pretrained Word Embeddings for the Detection of Accurate Health Information on Arabic Social Media: Comparative Study

Yahya Albalawi, Nikola S Nikolov, Jim Buckley

JMIR Form Res 2022 (Jun 29); 6(6):e34834

Download Citation: END BibTex RIS

Predicting Depression in Adolescents Using Mobile and Wearable Sensors: Multimodal Machine Learning–Based Exploratory Study

Tahsin Mullick, Ana Radovic, Sam Shaaban, Afsaneh Doryab

JMIR Form Res 2022 (Jun 24); 6(6):e35807

Download Citation: END BibTex RIS

Improving Pain Assessment Using Vital Signs and Pain Medication for Patients With Sickle Cell Disease: Retrospective Study

Swati Padhee, Gary K Nave Jr, Tanvi Banerjee, Daniel M Abrams, Nirmish Shah

JMIR Form Res 2022 (Jun 23); 6(6):e36998

Download Citation: END BibTex RIS

Exploring Longitudinal Cough, Breath, and Voice Data for COVID-19 Progression Prediction via Sequential Deep Learning: Model Development and Validation

Ting Dang, Jing Han, Tong Xia, Dimitris Spathis, Erika Bondareva, Chloë Siegele-Brown, Jagmohan Chauhan, Andreas Grammenos, Apinan Hasthanasombat, R Andres Floto, Pietro Cicuta, Cecilia Mascolo

J Med Internet Res 2022 (Jun 21); 24(6):e37004

Download Citation: END BibTex RIS

Vaccine Adverse Event Mining of Twitter Conversations: 2-Phase Classification Study

Sedigheh Khademi Habibabadi, Pari Delir Haghighi, Frada Burstein, Jim Buttery

JMIR Med Inform 2022 (Jun 16); 10(6):e34305

Download Citation: END BibTex RIS

Predicting Risk of Hypoglycemia in Patients With Type 2 Diabetes by Electronic Health Record–Based Machine Learning: Development and Validation

Hao Yang, Jiaxi Li, Siru Liu, Xiaoling Yang, Jialin Liu

JMIR Med Inform 2022 (Jun 16); 10(6):e36958

Download Citation: END BibTex RIS

Development and Validation of Population Clusters for Integrating Health and Social Care: Protocol for a Mixed Methods Study in Multiple Long-Term Conditions (Cluster-Artificial Intelligence for Multiple Long-Term Conditions)

Hajira Dambha-Miller, Glenn Simpson, Ralph K Akyea, Hilda Hounkpatin, Leanne Morrison, Jon Gibson, Jonathan Stokes, Nazrul Islam, Adriane Chapman, Beth Stuart, Francesco Zaccardi, Zlatko Zlatev, Karen Jones, Paul Roderick, Michael Boniface, Miriam Santer, Andrew Farmer

JMIR Res Protoc 2022 (Jun 16); 11(6):e34405

Download Citation: END BibTex RIS

Identifying the Risk of Sepsis in Patients With Cancer Using Digital Health Care Records: Machine Learning–Based Approach

Donghun Yang, Jimin Kim, Junsang Yoo, Won Chul Cha, Hyojung Paik

JMIR Med Inform 2022 (Jun 15); 10(6):e37689

Download Citation: END BibTex RIS

Multitask Learning With Recurrent Neural Networks for Acute Respiratory Distress Syndrome Prediction Using Only Electronic Health Record Data: Model Development and Validation Study

Carson Lam, Rahul Thapa, Jenish Maharjan, Keyvan Rahmani, Chak Foon Tso, Navan Preet Singh, Satish Casie Chetty, Qingqing Mao

JMIR Med Inform 2022 (Jun 15); 10(6):e36202

Download Citation: END BibTex RIS

The Distribution of HIV and AIDS Cases in Luzhou, China, From 2011 to 2020: Bayesian Spatiotemporal Analysis

Ningjun Ren, Yuansheng Li, Ruolan Wang, Wenxin Zhang, Run Chen, Ticheng Xiao, Hang Chen, Ailing Li, Song Fan

JMIR Public Health Surveill 2022 (Jun 14); 8(6):e37491

Download Citation: END BibTex RIS

Machine Learning Support for Decision-Making in Kidney Transplantation: Step-by-step Development of a Technological Solution

François-Xavier Paquette, Amir Ghassemi, Olga Bukhtiyarova, Moustapha Cisse, Natanael Gagnon, Alexia Della Vecchia, Hobivola A Rabearivelo, Youssef Loudiyi

JMIR Med Inform 2022 (Jun 14); 10(6):e34554

Download Citation: END BibTex RIS

Fairness in Mobile Phone–Based Mental Health Assessment Algorithms: Exploratory Study

Jinkyung Park, Ramanathan Arunachalam, Vincent Silenzio, Vivek K Singh

JMIR Form Res 2022 (Jun 14); 6(6):e34366

Download Citation: END BibTex RIS

The Prediction of Preterm Birth Using Time-Series Technology-Based Machine Learning: Retrospective Cohort Study

Yichao Zhang, Sha Lu, Yina Wu, Wensheng Hu, Zhenming Yuan

JMIR Med Inform 2022 (Jun 13); 10(6):e33835

Download Citation: END BibTex RIS

Machine Learning–Based Text Analysis to Predict Severely Injured Patients in Emergency Medical Dispatch: Model Development and Validation

Kuan-Chen Chin, Yu-Chia Cheng, Jen-Tang Sun, Chih-Yen Ou, Chun-Hua Hu, Ming-Chi Tsai, Matthew Huei-Ming Ma, Wen-Chu Chiang, Albert Y Chen

J Med Internet Res 2022 (Jun 10); 24(6):e30210

Download Citation: END BibTex RIS

Prevalence of Sensitive Terms in Clinical Notes Using Natural Language Processing Techniques: Observational Study

Jennifer Lee, Samuel Yang, Cynthia Holland-Hall, Emre Sezgin, Manjot Gill, Simon Linwood, Yungui Huang, Jeffrey Hoffman

JMIR Med Inform 2022 (Jun 10); 10(6):e38482

Download Citation: END BibTex RIS

Error and Timeliness Analysis for Using Machine Learning to Predict Asthma Hospital Visits: Retrospective Cohort Study

Xiaoyi Zhang, Gang Luo

JMIR Med Inform 2022 (Jun 08); 10(6):e38220

Download Citation: END BibTex RIS